BAYSIS Prediction Dataset Report

Dataset statistics

Number of variables	32
Number of observations	1851
Missing cells	109
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	376.9 KiB
Average record size in memory	208.5 B

Variable types

CAT	21
NUM	11

Warnings

`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`Fstf` has 109 (5.9%) missing values	Missing
`SpatAvg` is uniformly distributed	Uniform
`TLCar` is uniformly distributed	Uniform
`TLHGV` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`TempDist` has 845 (45.7%) zeros	Zeros
`SpatDist` has 1568 (84.7%) zeros	Zeros
`UArt1` has 63 (3.4%) zeros	Zeros
`AUrs1` has 1660 (89.7%) zeros	Zeros
`AUrs2` has 1840 (99.4%) zeros	Zeros

Reproduction

Analysis started	2020-11-30 17:08:49.958958
Analysis finished	2020-11-30 17:09:15.961641
Duration	26 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	1851
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	933.5440303
Minimum	0
Maximum	1866
Zeros	1
Zeros (%)	0.1%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	92.5
Q1	462.5
median	936
Q3	1402.5
95-th percentile	1773.5
Maximum	1866
Range	1866
Interquartile range (IQR)	940

Descriptive statistics

Standard deviation	540.8130821
Coefficient of variation (CV)	0.5793118103
Kurtosis	-1.208745946
Mean	933.5440303
Median Absolute Deviation (MAD)	470
Skewness	-0.003498815736
Sum	1727990
Variance	292478.7898
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1865	1	0.1%
1228	1	0.1%
1232	1	0.1%
1234	1	0.1%
1236	1	0.1%
1238	1	0.1%
1240	1	0.1%
1242	1	0.1%
1244	1	0.1%
1246	1	0.1%
Other values (1841)	1841	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%

Value	Count	Frequency (%)
1866	1	0.1%
1865	1	0.1%
1864	1	0.1%
1863	1	0.1%
1862	1	0.1%

TempMax
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

(8.999, 69.0]	473
(69.0, 117.0]	470
(211.5, 1341.0]	463
(117.0, 211.5]	445

Frequencies
Length

Value	Count	Frequency (%)
(8.999, 69.0]	473	25.6%
(69.0, 117.0]	470	25.4%
(211.5, 1341.0]	463	25.0%
(117.0, 211.5]	445	24.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	15
Median length	13
Mean length	13.74068071
Min length	13

TempAvg
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

(2.999, 32.0]	474
(90.0, 1326.0]	460
(32.0, 55.0]	460
(55.0, 90.0]	457

Frequencies
Length

Value	Count	Frequency (%)
(2.999, 32.0]	474	25.6%
(90.0, 1326.0]	460	24.9%
(32.0, 55.0]	460	24.9%
(55.0, 90.0]	457	24.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	13
Mean length	12.75310643
Min length	12

SpatMax
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

(831.999, 4506.0]	466
(8335.0, 14367.0]	463
(14367.0, 49765.0]	462
(4506.0, 8335.0]	460

Frequencies
Length

Value	Count	Frequency (%)
(831.999, 4506.0]	466	25.2%
(8335.0, 14367.0]	463	25.0%
(14367.0, 49765.0]	462	25.0%
(4506.0, 8335.0]	460	24.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	18
Median length	17
Mean length	17.0010805
Min length	16

SpatAvg
Categorical

UNIFORM

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

(2002.5, 3387.0]	464
(5264.0, 17805.0]	463
(134.999, 2002.5]	463
(3387.0, 5264.0]	461

Frequencies
Length

Value	Count	Frequency (%)
(2002.5, 3387.0]	464	25.1%
(5264.0, 17805.0]	463	25.0%
(134.999, 2002.5]	463	25.0%
(3387.0, 5264.0]	461	24.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	17
Mean length	16.50027012
Min length	16

TempDist
Real number (ℝ_≥0)

ZEROS

Distinct	25
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.566180443
Minimum	0
Maximum	24
Zeros	845
Zeros (%)	45.7%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	9
95-th percentile	21
Maximum	24
Range	24
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.88910785
Coefficient of variation (CV)	1.23767239
Kurtosis	0.1456204672
Mean	5.566180443
Median Absolute Deviation (MAD)	3
Skewness	1.103172777
Sum	10303
Variance	47.45980697
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	845	45.7%
6	88	4.8%
7	76	4.1%
5	70	3.8%
8	67	3.6%
9	66	3.6%
10	60	3.2%
3	58	3.1%
12	51	2.8%
4	50	2.7%
Other values (15)	420	22.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	845	45.7%
1	41	2.2%
2	32	1.7%
3	58	3.1%
4	50	2.7%

Value	Count	Frequency (%)
24	27	1.5%
23	21	1.1%
22	27	1.5%
21	31	1.7%
20	19	1.0%

SpatDist
Real number (ℝ_≥0)

ZEROS

Distinct	220
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	85.50567261
Minimum	0
Maximum	2000
Zeros	1568
Zeros (%)	84.7%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	650.5
Maximum	2000
Range	2000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	281.6624937
Coefficient of variation (CV)	3.294079622
Kurtosis	18.39684028
Mean	85.50567261
Median Absolute Deviation (MAD)	0
Skewness	4.148671881
Sum	158271
Variance	79333.76037
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1568	84.7%
250	15	0.8%
750	8	0.4%
1250	6	0.3%
50	3	0.2%
151	3	0.2%
290	3	0.2%
170	3	0.2%
468	2	0.1%
341	2	0.1%
Other values (210)	238	12.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1568	84.7%
2	1	0.1%
3	2	0.1%
7	1	0.1%
13	1	0.1%

Value	Count	Frequency (%)
2000	2	0.1%
1975	1	0.1%
1960	1	0.1%
1949	1	0.1%
1906	1	0.1%

Coverage
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

(4.999, 28.0]	492
(41.0, 59.0]	484
(28.0, 41.0]	440
(59.0, 100.0]	435

Frequencies
Length

Value	Count	Frequency (%)
(4.999, 28.0]	492	26.6%
(41.0, 59.0]	484	26.1%
(28.0, 41.0]	440	23.8%
(59.0, 100.0]	435	23.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	13
Mean length	12.50081037
Min length	12

TLCar
Categorical

UNIFORM

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

(999.999, 1265.0]	464
(1522.0, 1765.0]	463
(1765.0, 1999.0]	462
(1265.0, 1522.0]	462

Frequencies
Length

Value	Count	Frequency (%)
(999.999, 1265.0]	464	25.1%
(1522.0, 1765.0]	463	25.0%
(1765.0, 1999.0]	462	25.0%
(1265.0, 1522.0]	462	25.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	16
Mean length	16.25067531
Min length	16

TLHGV
Categorical

UNIFORM

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

(499.999, 621.0]	464
(745.0, 871.0]	463
(871.0, 999.0]	462
(621.0, 745.0]	462

Frequencies
Length

Value	Count	Frequency (%)
(499.999, 621.0]	464	25.1%
(745.0, 871.0]	463	25.0%
(871.0, 999.0]	462	25.0%
(621.0, 745.0]	462	25.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	16
Median length	14
Mean length	14.50135062
Min length	14

Strasse
Categorical

Distinct	17
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

A3	559
A9	466
A96	155
A7	130
A73	129
Other values (12)	412

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
A3	559	30.2%
A9	466	25.2%
A96	155	8.4%
A7	130	7.0%
A73	129	7.0%
A6	127	6.9%
A99	116	6.3%
A92	66	3.6%
A94	37	2.0%
A70	31	1.7%
Other values (7)	35	1.9%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	4
Median length	2
Mean length	2.30902215
Min length	2

Kat
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

3	881
7	718
2	216
1	36

Frequencies
Length

Value	Count	Frequency (%)
3	881	47.6%
7	718	38.8%
2	216	11.7%
1	36	1.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Typ
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.048082118
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	6
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.951675744
Coefficient of variation (CV)	0.3866172734
Kurtosis	0.1886709966
Mean	5.048082118
Median Absolute Deviation (MAD)	0
Skewness	-1.379065019
Sum	9344
Variance	3.809038212
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
6	1299	70.2%
1	300	16.2%
3	120	6.5%
7	117	6.3%
5	11	0.6%
4	4	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	300	16.2%
3	120	6.5%
4	4	0.2%
5	11	0.6%
6	1299	70.2%

Value	Count	Frequency (%)
7	117	6.3%
6	1299	70.2%
5	11	0.6%
4	4	0.2%
3	120	6.5%

Betei
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.276607239
Minimum	1
Maximum	18
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	18
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9626475579
Coefficient of variation (CV)	0.422843054
Kurtosis	42.7901568
Mean	2.276607239
Median Absolute Deviation (MAD)	0
Skewness	3.802231857
Sum	4214
Variance	0.9266903208
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	1133	61.2%
3	355	19.2%
1	218	11.8%
4	103	5.6%
5	25	1.4%
7	6	0.3%
6	6	0.3%
8	4	0.2%
18	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	218	11.8%
2	1133	61.2%
3	355	19.2%
4	103	5.6%
5	25	1.4%

Value	Count	Frequency (%)
18	1	0.1%
8	4	0.2%
7	6	0.3%
6	6	0.3%
5	25	1.4%

UArt1
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.388438682
Minimum	0
Maximum	9
Zeros	63
Zeros (%)	3.4%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.441722098
Coefficient of variation (CV)	0.7206038909
Kurtosis	0.3305547855
Mean	3.388438682
Median Absolute Deviation (MAD)	1
Skewness	1.276964923
Sum	6272
Variance	5.962006804
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	831	44.9%
3	447	24.1%
8	165	8.9%
9	124	6.7%
5	90	4.9%
1	86	4.6%
0	63	3.4%
7	35	1.9%
6	6	0.3%
4	4	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	63	3.4%
1	86	4.6%
2	831	44.9%
3	447	24.1%
4	4	0.2%

Value	Count	Frequency (%)
9	124	6.7%
8	165	8.9%
7	35	1.9%
6	6	0.3%
5	90	4.9%

UArt2
Real number (ℝ)

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.188006483
Minimum	-1
Maximum	9
Zeros	4
Zeros (%)	0.2%
Memory size	14.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	9
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.063346849
Coefficient of variation (CV)	16.29383626
Kurtosis	3.611958471
Mean	0.188006483
Median Absolute Deviation (MAD)	0
Skewness	2.328552188
Sum	348
Variance	9.384093916
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-1	1584	85.6%
9	133	7.2%
8	69	3.7%
3	38	2.1%
2	11	0.6%
1	5	0.3%
7	4	0.2%
0	4	0.2%
5	2	0.1%
4	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1584	85.6%
0	4	0.2%
1	5	0.3%
2	11	0.6%
3	38	2.1%

Value	Count	Frequency (%)
9	133	7.2%
8	69	3.7%
7	4	0.2%
5	2	0.1%
4	1	0.1%

AUrs1
Real number (ℝ_≥0)

ZEROS

Distinct	15
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.866558617
Minimum	0
Maximum	89
Zeros	1660
Zeros (%)	89.7%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	73
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23.27724837
Coefficient of variation (CV)	2.959012893
Kurtosis	5.09890963
Mean	7.866558617
Median Absolute Deviation (MAD)	0
Skewness	2.646851476
Sum	14561
Variance	541.8302919
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	1660	89.7%
73	95	5.1%
72	41	2.2%
89	18	1.0%
82	13	0.7%
88	8	0.4%
81	4	0.2%
86	3	0.2%
83	2	0.1%
75	2	0.1%
Other values (5)	5	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1660	89.7%
72	41	2.2%
73	95	5.1%
75	2	0.1%
76	1	0.1%

Value	Count	Frequency (%)
89	18	1.0%
88	8	0.4%
87	1	0.1%
86	3	0.2%
84	1	0.1%

AUrs2
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4667747164
Minimum	0
Maximum	89
Zeros	1840
Zeros (%)	99.4%
Memory size	14.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.050807703
Coefficient of variation (CV)	12.96301511
Kurtosis	166.5196743
Mean	0.4667747164
Median Absolute Deviation (MAD)	0
Skewness	12.94672183
Sum	864
Variance	36.61227386
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	1840	99.4%
73	3	0.2%
81	2	0.1%
80	2	0.1%
75	2	0.1%
89	1	0.1%
84	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1840	99.4%
73	3	0.2%
75	2	0.1%
80	2	0.1%
81	2	0.1%

Value	Count	Frequency (%)
89	1	0.1%
84	1	0.1%
81	2	0.1%
80	2	0.1%
75	2	0.1%

AufHi
Real number (ℝ)

Distinct	9
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.02106969206
Minimum	-1
Maximum	9
Zeros	2
Zeros (%)	0.1%
Memory size	14.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	3
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.843055378
Coefficient of variation (CV)	87.4742437
Kurtosis	0.636765015
Mean	0.02106969206
Median Absolute Deviation (MAD)	0
Skewness	1.407118823
Sum	39
Variance	3.396853125
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
-1	1402	75.7%
3	380	20.5%
4	44	2.4%
5	16	0.9%
8	3	0.2%
9	2	0.1%
0	2	0.1%
2	1	0.1%
1	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1402	75.7%
0	2	0.1%
1	1	0.1%
2	1	0.1%
3	380	20.5%

Value	Count	Frequency (%)
9	2	0.1%
8	3	0.2%
5	16	0.9%
4	44	2.4%
3	380	20.5%

Alkoh
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1826
1	25

Frequencies
Length

Value	Count	Frequency (%)
-1	1826	98.6%
1	25	1.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.986493787
Min length	1

Char1
Real number (ℝ)

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.5164775797
Minimum	-1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	14.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	4.5
Maximum	6
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.61349837
Coefficient of variation (CV)	-3.124043393
Kurtosis	8.099901466
Mean	-0.5164775797
Median Absolute Deviation (MAD)	0
Skewness	3.130320983
Sum	-956
Variance	2.603376991
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
-1	1694	91.5%
5	60	3.2%
4	56	3.0%
6	33	1.8%
2	8	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1694	91.5%
2	8	0.4%
4	56	3.0%
5	60	3.2%
6	33	1.8%

Value	Count	Frequency (%)
6	33	1.8%
5	60	3.2%
4	56	3.0%
2	8	0.4%
-1	1694	91.5%

Char2
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1809
6	42

Frequencies
Length

Value	Count	Frequency (%)
-1	1809	97.7%
6	42	2.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.977309562
Min length	1

Bes1
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1488
6	357
1	6

Frequencies
Length

Value	Count	Frequency (%)
-1	1488	80.4%
6	357	19.3%
1	6	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.803889789
Min length	1

Bes2
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1850
6	1

Frequencies
Length

Value	Count	Frequency (%)
-1	1850	99.9%
6	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.999459751
Min length	1

Lich1
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

0	1489
2	262
1	97
-1	3

Frequencies
Length

Value	Count	Frequency (%)
0	1489	80.4%
2	262	14.2%
1	97	5.2%
-1	3	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.001620746
Min length	1

Lich2
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1492
4	343
3	16

Frequencies
Length

Value	Count	Frequency (%)
-1	1492	80.6%
4	343	18.5%
3	16	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.806050783
Min length	1

Zust1
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

0	1393
1	413
2	40
-1	5

Frequencies
Length

Value	Count	Frequency (%)
0	1393	75.3%
1	413	22.3%
2	40	2.2%
-1	5	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.002701243
Min length	1

Zust2
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1834
2	17

Frequencies
Length

Value	Count	Frequency (%)
-1	1834	99.1%
2	17	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.990815775
Min length	1

Fstf
Categorical

MISSING

Distinct	7
Distinct (%)	0.4%
Missing	109
Missing (%)	5.9%
Memory size	14.5 KiB

2	804
1	580
3	290
4	38
S	22
Other values (2)	8

Frequencies
Length

Value	Count	Frequency (%)
2	804	43.4%
1	580	31.3%
3	290	15.7%
4	38	2.1%
S	22	1.2%
5	5	0.3%
F	3	0.2%
(Missing)	109	5.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.117774176
Min length	1

WoTag
Categorical

Distinct	8
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

Fr	330
Do	293
Mi	287
Di	280
Mo	255
Other values (3)	406

Frequencies
Length

Value	Count	Frequency (%)
Fr	330	17.8%
Do	293	15.8%
Mi	287	15.5%
Di	280	15.1%
Mo	255	13.8%
So	204	11.0%
Sa	190	10.3%
	12	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.987034036
Min length	0

FeiTag
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

-1	1804
1	47

Frequencies
Length

Value	Count	Frequency (%)
-1	1804	97.5%
1	47	2.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.97460832
Min length	1

Month
Categorical

Distinct	12
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	14.5 KiB

Jul	238
Aug	220
Oct	166
Sep	162
Jun	158
Other values (7)	907

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Jul	238	12.9%
Aug	220	11.9%
Oct	166	9.0%
Sep	162	8.8%
Jun	158	8.5%
Apr	150	8.1%
Mar	142	7.7%
Nov	141	7.6%
Dec	137	7.4%
May	137	7.4%
Other values (2)	200	10.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	SpatDist	Coverage	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AUrs1	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
0	0	(211.5, 1341.0]	(90.0, 1326.0]	(4506.0, 8335.0]	(3387.0, 5264.0]	0	0	(59.0, 100.0]	(1522.0, 1765.0]	(621.0, 745.0]	A3	2	1	3	2	-1	0	-1	-1	-1	-1	-1	-1	0	-1	1	-1	2	Di	1	Jan
1	1	(8.999, 69.0]	(2.999, 32.0]	(4506.0, 8335.0]	(3387.0, 5264.0]	10	0	(28.0, 41.0]	(1522.0, 1765.0]	(621.0, 745.0]	A6	3	6	3	2	-1	89	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	Di	1	Jan
2	2	(117.0, 211.5]	(55.0, 90.0]	(8335.0, 14367.0]	(5264.0, 17805.0]	0	0	(41.0, 59.0]	(1265.0, 1522.0]	(745.0, 871.0]	A3	3	6	5	2	9	0	3	-1	-1	-1	-1	-1	0	-1	1	-1	2	Mi	-1	Jan
3	3	(117.0, 211.5]	(55.0, 90.0]	(8335.0, 14367.0]	(5264.0, 17805.0]	1	996	(41.0, 59.0]	(1265.0, 1522.0]	(745.0, 871.0]	A3	3	6	7	2	-1	82	-1	-1	-1	-1	-1	-1	0	-1	1	-1	2	Mi	-1	Jan
4	4	(117.0, 211.5]	(32.0, 55.0]	(14367.0, 49765.0]	(5264.0, 17805.0]	0	0	(4.999, 28.0]	(1265.0, 1522.0]	(499.999, 621.0]	A3	3	6	2	2	-1	0	-1	-1	-1	-1	-1	-1	0	-1	0	-1	NaN	Mi	-1	Jan
5	5	(8.999, 69.0]	(2.999, 32.0]	(4506.0, 8335.0]	(2002.5, 3387.0]	0	0	(41.0, 59.0]	(999.999, 1265.0]	(745.0, 871.0]	A6	3	6	3	2	-1	0	-1	1	-1	-1	-1	-1	0	-1	0	-1	1	Mi	-1	Jan
6	6	(211.5, 1341.0]	(90.0, 1326.0]	(14367.0, 49765.0]	(3387.0, 5264.0]	0	0	(4.999, 28.0]	(999.999, 1265.0]	(621.0, 745.0]	A9	7	1	3	3	-1	72	-1	-1	-1	-1	-1	-1	0	-1	1	2	1	Mi	-1	Jan
7	7	(211.5, 1341.0]	(90.0, 1326.0]	(8335.0, 14367.0]	(5264.0, 17805.0]	11	0	(41.0, 59.0]	(1522.0, 1765.0]	(621.0, 745.0]	A3	3	7	3	3	-1	0	-1	-1	-1	-1	-1	-1	2	4	1	-1	2	Do	-1	Jan
8	8	(117.0, 211.5]	(32.0, 55.0]	(4506.0, 8335.0]	(2002.5, 3387.0]	0	0	(41.0, 59.0]	(1765.0, 1999.0]	(871.0, 999.0]	A9	7	1	2	3	-1	0	-1	-1	-1	-1	-1	-1	2	4	0	-1	1	Fr	-1	Jan
9	9	(69.0, 117.0]	(55.0, 90.0]	(8335.0, 14367.0]	(2002.5, 3387.0]	0	112	(4.999, 28.0]	(1522.0, 1765.0]	(871.0, 999.0]	A9	3	6	3	2	-1	0	-1	-1	-1	-1	-1	-1	2	4	1	-1	4	Fr	-1	Jan

Last rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	SpatDist	Coverage	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust2	Fstf	WoTag	FeiTag	Month
1841	1857	(69.0, 117.0]	(55.0, 90.0]	(831.999, 4506.0]	(2002.5, 3387.0]	8	0	(59.0, 100.0]	(1265.0, 1522.0]	(499.999, 621.0]	A7	3	1	1	9	-1	3	-1	6	-1	-1	-1	2	4	-1	2	Fr	-1	Dec
1842	1858	(211.5, 1341.0]	(32.0, 55.0]	(14367.0, 49765.0]	(5264.0, 17805.0]	0	0	(4.999, 28.0]	(1265.0, 1522.0]	(745.0, 871.0]	A9	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	F	Fr	-1	Dec
1843	1859	(211.5, 1341.0]	(90.0, 1326.0]	(14367.0, 49765.0]	(5264.0, 17805.0]	0	0	(4.999, 28.0]	(1765.0, 1999.0]	(621.0, 745.0]	A7	3	1	4	2	9	3	-1	-1	-1	-1	-1	0	-1	-1	2		-1	Dec
1844	1860	(117.0, 211.5]	(90.0, 1326.0]	(14367.0, 49765.0]	(3387.0, 5264.0]	16	0	(28.0, 41.0]	(1765.0, 1999.0]	(499.999, 621.0]	A7	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	1	Sa	-1	Dec
1845	1861	(8.999, 69.0]	(2.999, 32.0]	(831.999, 4506.0]	(2002.5, 3387.0]	22	0	(59.0, 100.0]	(999.999, 1265.0]	(871.0, 999.0]	A9	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	1	So	-1	Dec
1846	1862	(8.999, 69.0]	(2.999, 32.0]	(8335.0, 14367.0]	(5264.0, 17805.0]	11	0	(59.0, 100.0]	(1765.0, 1999.0]	(499.999, 621.0]	A9	3	7	3	4	-1	-1	-1	-1	-1	-1	-1	2	4	-1	3	So	-1	Dec
1847	1863	(117.0, 211.5]	(32.0, 55.0]	(4506.0, 8335.0]	(2002.5, 3387.0]	12	750	(41.0, 59.0]	(1765.0, 1999.0]	(499.999, 621.0]	A9	7	6	2	2	-1	-1	-1	-1	-1	6	-1	0	-1	-1	1	So	-1	Dec
1848	1864	(69.0, 117.0]	(55.0, 90.0]	(831.999, 4506.0]	(3387.0, 5264.0]	0	0	(59.0, 100.0]	(1265.0, 1522.0]	(621.0, 745.0]	A92	3	6	2	2	-1	-1	1	-1	-1	-1	-1	2	4	-1	2	So	-1	Dec
1849	1865	(69.0, 117.0]	(55.0, 90.0]	(831.999, 4506.0]	(2002.5, 3387.0]	4	0	(59.0, 100.0]	(1765.0, 1999.0]	(871.0, 999.0]	A3	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	2	3	-1	2		-1	Dec
1850	1866	(8.999, 69.0]	(55.0, 90.0]	(831.999, 4506.0]	(134.999, 2002.5]	6	0	(59.0, 100.0]	(999.999, 1265.0]	(499.999, 621.0]	A71	2	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	1	Di	-1	Dec

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows